“…discussed a modified estimator under stratified random sampling, we develop estimators of the finite population distribution function [ 18 ]. suggested difference-type estimators based on auxiliary evidence [ 19 ]. recommended exponential estimator for the DF using auxiliary variables [ 20 ].…”